2 papers
cs.LG2026
When to Commit and When to Defer: Maturing Markov Decision Processes under Refining Information and Expiring Opportunities
Jiaxi Liu, Aiping Yang, Yuhang Yang +4
Sequential decisions often become better informed as action opportunities expire. We introduce Maturing Markov Decision Processes (MMDPs), a structured subclass of augmented finite…
cs.LG2026
A Unified Hierarchical Multi-Task Multi-Fidelity Framework for Data-Efficient Surrogate Modeling in Manufacturing
Manan Mehta, Zhiqiao Dong, Yuhang Yang +1
Surrogate modeling is an essential data-driven technique for quantifying relationships between input variables and system responses in manufacturing and engineering systems. Two ma…